{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 了解RAG 中的 Embedding Vectors\n",
    "\n",
    "1. 什么是`embedding`\n",
    "2. Sentence BERT\n",
    "3. 如何选取`embedding model` "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 什么是`embedding`\n",
    "\n",
    "考虑一下如何表示“男人” ， “女人”，我们可以从性别上出发，假设男性性别可以表示‘1’ ， 女性性别可以表示为‘9’，即可将“男人” ， “女人”区分开来\n",
    "\n",
    "那么当加入“男孩” ，“女孩”的时候，单纯靠性别已经无法完全区分上述四个单词，此时可以引入年龄， **\"男人\"：[1,35] , \"女人\":[9,35] , \"男孩\"：[1,10] , \"女孩\":[9,10]**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1200x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "plt.rcParams['font.sans-serif'] = ['Kaitt', 'SimHei']\n",
    "plt.rcParams['axes.unicode_minus'] = False\n",
    "\n",
    "# 定义点的坐标和标签\n",
    "points = {\n",
    "    \"男人\": [1, 35],\n",
    "    \"女人\": [9, 35],\n",
    "    \"男孩\": [1, 10],\n",
    "    \"女孩\": [9, 10]\n",
    "}\n",
    "\n",
    "x_values = [point[0] for point in points.values()]\n",
    "y_values = [point[1] for point in points.values()]\n",
    "labels = list(points.keys())\n",
    "\n",
    "plt.figure(figsize=(12, 8))\n",
    "for i, label in enumerate(labels):\n",
    "    plt.scatter(x_values[i], y_values[i], label=label)\n",
    "\n",
    "# 设置X轴和Y轴的范围和精度\n",
    "plt.xlim([0,10])\n",
    "plt.ylim([0,50])\n",
    "plt.xticks(np.arange(0, 10, 1))  \n",
    "plt.yticks(np.arange(0, 50, 10))  \n",
    "\n",
    "# 添加标签\n",
    "for i, label in enumerate(labels):\n",
    "    plt.annotate(label, (x_values[i], y_values[i]), textcoords=\"offset points\", xytext=(0,10), ha='center')\n",
    "# 设置图表标题和坐标轴标签\n",
    "plt.title(\"embedding\")\n",
    "plt.xlabel(\"性别\")\n",
    "plt.ylabel(\"年龄\")\n",
    "# 显示图例\n",
    "plt.legend()\n",
    "# 显示图表\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "随着词汇的逐渐增加，二维已经不足以区分单词，例如引入新的单词 “国王” ，“皇后”,只靠年龄和性别，已经无法区分国王 —— 男人 ， 皇后———女人\n",
    "\n",
    "所以我们引入新的特征，例如'皇室的' ，则 **\"男人\": [1, 35, 1], \"女人\": [9, 35, 1],\"男孩\": [1, 10, 1],\"女孩\": [9, 10, 1],\"国王\": [1, 35, 9],\"皇后\": [9, 35, 9]**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1200x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "points = {\n",
    "    \"男人\": [1, 35, 1],\n",
    "    \"女人\": [9, 35, 1],\n",
    "    \"男孩\": [1, 10, 1],\n",
    "    \"女孩\": [9, 10, 1],\n",
    "    \"国王\": [1, 35, 9],\n",
    "    \"皇后\": [9, 35, 9]\n",
    "}\n",
    "\n",
    "x_coords = [point[0] for point in points.values()]\n",
    "y_coords = [point[1] for point in points.values()]\n",
    "z_coords = [point[2] for point in points.values()]\n",
    "labels = list(points.keys())\n",
    "\n",
    "# 创建图形和三维坐标轴\n",
    "fig = plt.figure(figsize=(12, 10))\n",
    "ax = fig.add_subplot(111, projection='3d')\n",
    "\n",
    "for i, label in enumerate(labels):\n",
    "    ax.scatter(x_coords[i], y_coords[i], z_coords[i], label=label , s=50)\n",
    "\n",
    "# 为每个点添加标签，并设置偏移量\n",
    "for i, label in enumerate(labels):\n",
    "    ax.text(x_coords[i], y_coords[i], z_coords[i], label, fontsize=15, horizontalalignment='left', verticalalignment='bottom')\n",
    "\n",
    "\n",
    "# 设置标签\n",
    "ax.set_xlabel('性别')\n",
    "ax.set_ylabel('年龄')\n",
    "ax.set_zlabel('皇室')\n",
    "\n",
    "# 调整视角\n",
    "ax.view_init(elev=25., azim= -15)\n",
    "# 显示图形\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# embedding模型选取"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## m3e模型"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sentence_transformers import SentenceTransformer\n",
    "\n",
    "model = SentenceTransformer('moka-ai/m3e-base')\n",
    "\n",
    "#Our sentences we like to encode\n",
    "sentences =['为什么良好的睡眠对健康至关重要?' ,\n",
    "        '良好的睡眠有助于身体修复自身,增强免疫系统',\n",
    "        '在监督学习中，算法经常需要大量的标记数据来进行有效学习',\n",
    "        '睡眠不足可能导致长期健康问题,如心脏病和糖尿病',\n",
    "        '这种学习方法依赖于数据质量和数量',\n",
    "        '它帮助维持正常的新陈代谢和体重控制',\n",
    "        '睡眠对儿童和青少年的大脑发育和成长尤为重要',\n",
    "        '良好的睡眠有助于提高日间的工作效率和注意力',\n",
    "        '监督学习的成功取决于特征选择和算法的选择',\n",
    "        '量子计算机的发展仍处于早期阶段，面临技术和物理挑战',\n",
    "        '量子计算机与传统计算机不同，后者使用二进制位进行计算',\n",
    "        '机器学习使我睡不着觉',\n",
    "]\n",
    "#Sentences are encoded by calling model.encode()\n",
    "embeddings = model.encode(sentences)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "12"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(embeddings)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "768"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(embeddings[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.manifold import TSNE\n",
    "import numpy as np\n",
    "\n",
    "tsne = TSNE(n_components=2 ,  perplexity=5)\n",
    "embeddings_2d = tsne.fit_transform(embeddings)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "plt.rcParams['font.sans-serif'] = ['Kaitt', 'SimHei']\n",
    "plt.rcParams['axes.unicode_minus'] = False\n",
    "\n",
    "\n",
    "color_list =  ['black'] * len(embeddings_2d[1:]) \n",
    "color_list.insert(0, 'red')\n",
    "\n",
    "plt.scatter(embeddings_2d[:, 0], embeddings_2d[:, 1] , color=color_list )\n",
    "\n",
    "for i in range(len(embeddings_2d)):\n",
    "    plt.text(embeddings_2d[:,0][i], embeddings_2d[:,1][i]+2,  sentences[i] ,color=color_list[i] )\n",
    "\n",
    "# 显示图表\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## openai text-embedding-ada-002 embedding模型"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "import openai\n",
    "import os\n",
    "\n",
    "openai.api_key = \"YOUR-OPENAI-KEY\"\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "import openai\n",
    "response = openai.Embedding.create(\n",
    "  input=sentences,\n",
    "  model=\"text-embedding-ada-002\",\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "embeddings_openai = [item['embedding'] for item in response['data']]\n",
    "\n",
    "tsne = TSNE(n_components=2 ,  perplexity=5)\n",
    "embeddings_openai_2d = tsne.fit_transform(np.array(embeddings_openai))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "12"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(embeddings_openai)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1536"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(embeddings_openai[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.scatter(embeddings_openai_2d[:, 0], embeddings_openai_2d[:, 1] , color=color_list )\n",
    "\n",
    "for i in range(len(embeddings_openai_2d)):\n",
    "    plt.text(embeddings_openai_2d[:,0][i], embeddings_openai_2d[:,1][i],  sentences[i] ,color=color_list[i] )\n",
    "\n",
    "# 显示图表\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "langchain",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.0"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
